{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "37f7bb33",
   "metadata": {},
   "source": [
    "## Matplotlib 折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "53365e5c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be653d61",
   "metadata": {},
   "source": [
    "#### 绘制一条线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "56639059",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5, 3))\n",
    "x = [\"周一\", \"周二\", \"周三\", \"周四\", \"周五\", \"周六\", \"周日\"]\n",
    "y = [20, 40, 35, 55, 42, 80, 50]\n",
    "\n",
    "plt.plot(x, y, marker='D', markersize=5)\n",
    "\n",
    "# 配置\n",
    "plt.xlabel('星期')\n",
    "plt.ylabel('活跃度')\n",
    "plt.title('Python语言活跃度')\n",
    "\n",
    "# 文本\n",
    "for a, b in zip(x, y):\n",
    "    plt.text(\n",
    "        x = a\n",
    "        ,y = b\n",
    "        ,s = b\n",
    "        ,va = 'bottom'\n",
    "        ,ha = 'center'\n",
    "    )\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd9d9564",
   "metadata": {},
   "source": [
    "#### 绘制多条线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9b1db224",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1bcebb91fd0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5, 3))\n",
    "\n",
    "x = np.random.randint(0, 10, size=15)\n",
    "plt.plot(x, label='随机')\n",
    "plt.plot(x2.cumsum(), label='累加') # 累加\n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ac0ffef",
   "metadata": {},
   "source": [
    "#### Pandas获取Excel数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "fee0e8b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>月份</th>\n",
       "      <th>语文</th>\n",
       "      <th>数学</th>\n",
       "      <th>英语</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1月</td>\n",
       "      <td>100</td>\n",
       "      <td>83</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2月</td>\n",
       "      <td>99</td>\n",
       "      <td>76</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3月</td>\n",
       "      <td>96</td>\n",
       "      <td>86</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4月</td>\n",
       "      <td>84</td>\n",
       "      <td>79</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5月</td>\n",
       "      <td>82</td>\n",
       "      <td>70</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6月</td>\n",
       "      <td>97</td>\n",
       "      <td>97</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7月</td>\n",
       "      <td>98</td>\n",
       "      <td>71</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8月</td>\n",
       "      <td>87</td>\n",
       "      <td>82</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9月</td>\n",
       "      <td>95</td>\n",
       "      <td>87</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10月</td>\n",
       "      <td>89</td>\n",
       "      <td>76</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11月</td>\n",
       "      <td>87</td>\n",
       "      <td>73</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12月</td>\n",
       "      <td>83</td>\n",
       "      <td>84</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     月份   语文  数学  英语\n",
       "0    1月  100  83  89\n",
       "1    2月   99  76  84\n",
       "2    3月   96  86  98\n",
       "3    4月   84  79  96\n",
       "4    5月   82  70  84\n",
       "5    6月   97  97  80\n",
       "6    7月   98  71  80\n",
       "7    8月   87  82  98\n",
       "8    9月   95  87  96\n",
       "9   10月   89  76  91\n",
       "10  11月   87  73  94\n",
       "11  12月   83  84  92"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('data/plot.xlsx', sheet_name='line')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "17afd613",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y1, y2, y3 = df.月份, df.语文, df.数学, df.英语\n",
    "plt.plot(x, y1, label='语文')\n",
    "plt.plot(x, y2, label='数学')\n",
    "plt.plot(x, y3, label='英语')\n",
    "plt.legend()\n",
    "\n",
    "plt.yticks(range(0, 111, 10))\n",
    "plt.ylabel('成绩', rotation=0, ha='right')\n",
    "plt.title('由Excel随机生成的成绩单')\n",
    "plt.grid(axis='y')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
